See How ChatGPT, Gemini, Perplexity, Claude and Grok Describe Your Pharma Brand
Buyers researching API manufacturers, CDMOs, excipient suppliers and formulation partners are asking AI platforms for recommendations, not just typing into Google. AEO Dose runs a free AI Visibility Audit that tests real customer questions across five major AI platforms and shows you exactly how your brand is discovered, described and cited, or where it is missing entirely.
Buyers Now Ask AI for API Manufacturers, CDMOs and Suppliers, Not Just Google
A procurement lead comparing CDMOs no longer opens ten browser tabs. They ask an AI platform directly and act on the answer they get. If your company is not part of that answer, you do not lose a click. You lose the shortlist.
Competitors who are mentioned, cited and recommended by AI systems get evaluated. Everyone else does not exist in that conversation. Real buyer questions being asked right now:

The AI Shortlist Problem
When an AI recommends three CDMOs for a buyer's specific requirement, only those three companies get evaluated. If your brand is not recognized as a credible entity by the AI system, you are invisible before the evaluation even begins.
The AEO Cycle: Audit, Optimize, Build Authority, Measure, Repeat
AEO Dose does not run a one-time scan. We run a continuous cycle built to keep your brand visible as AI platforms, competitors and customer questions keep changing.
Establishes your baseline by testing real buyer questions across ChatGPT, Gemini, Perplexity, Claude and Grok. You see exactly where you appear and where competitors compare.
Baseline ScoreImproves your content, structure, schema markup and entity clarity so AI systems can correctly understand, trust and use your brand information when answering buyer questions.
Content & SchemaStrengthens your presence across the web sources AI systems draw on: directories, profiles, third-party references and citations that establish recognized entity status.
Off-site PresenceRepeats the same testing protocol to prove what improved, with before-and-after scores across all five platforms. Then the cycle begins again to maintain and extend your gains.
Track ProgressBuilt for Nine Pharma Segments, From API Makers to Oral Care Brands
The questions buyers ask, and the entities AI systems need to recognize, are different for an API manufacturer than for a nutraceutical brand or an injectable producer. AEO Dose is built around those differences, not a generic SEO checklist.
API Manufacturers
Active pharmaceutical ingredient producers seeking recognition for specific molecules and therapeutic areas.
CDMOs and Contract Manufacturers
Contract development and manufacturing organizations competing for formulation and manufacturing partnerships.
Excipient Suppliers
Suppliers of pharmaceutical excipients seeking citation in formulation and development discussions.
Formulation Manufacturers
Finished dose form manufacturers needing AI recognition for dosage forms, therapeutic categories and capabilities.
Injectable and Sterile Product Makers
Aseptic and terminal sterilization specialists where AI recognition for GMP capability is critical.
Nutraceutical Companies
Supplement and nutraceutical brands competing for AI recommendations in wellness and health queries.
Oral Care Brands
Toothpaste, mouthwash and oral health product companies seeking visibility in consumer and professional queries.
Pharma Raw Material Suppliers
Chemical and raw material suppliers to the pharmaceutical industry building entity recognition for specific inputs.
Other Healthcare Businesses
Medical device, diagnostics, hospital supply and adjacent healthcare businesses looking to be found by AI.
Led by a B.Pharma Graduate With 12+ Years in Pharma ERP and Validation
AEO Dose is founded by M Netrajit Singha, a B.Pharma graduate with more than 12 years of experience implementing and validating pharma ERP systems, plus 2 years of hands-on pharmaceutical manufacturing experience.
That background matters here. Understanding how pharma companies structure data, document capabilities and validate systems is what makes it possible to translate your business into the structured, machine-readable information AI platforms need to recognize and cite you correctly.
Combining pharmaceutical domain expertise with structured data and AI visibility strategy to help pharma brands get recognized by the AI systems their buyers are using.
Frequently Asked Questions
What is an AI Visibility Audit for pharma?
Why does AI visibility matter for pharmaceutical companies?
Which pharma segments does AEO Dose serve?
How much does the AI Visibility Audit cost?
What does the AEO Cycle deliver over time?
How is AEO Dose different from an SEO agency?
Request Your Free AI Visibility Audit and See Your Baseline Score
Find out exactly how ChatGPT, Gemini, Perplexity, Claude and Grok currently answer the questions your buyers are asking, and where your brand stands against competitors. No cost, no obligation. You get a real baseline score and a prioritized list of the questions where your brand is invisible or underrepresented.
